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veronchenko

inkwell-memory

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MCP server giving AI agents persistent memory: Markdown files as source of truth, hybrid BM25 + embedding search, typed graph relations. Self-hosted, single Docker image.

2 stars PythonOthers Updated Aug 14, 2026
agent-memoryai-agentsclaudeknowledge-basemcpmodel-context-protocolsemantic-searchclaude-codehybrid-searchllm-memorymcp-serverragai-memoryinkwellpersistent-memoryvector-search

No README could be loaded. View the project on GitHub for full documentation.

Frequently asked questions

What is inkwell-memory?

inkwell-memory is MCP server giving AI agents persistent memory: Markdown files as source of truth, hybrid BM25 + embedding search, typed graph relations. Self-hosted, single Docker image.

How do I install inkwell-memory?

Open the GitHub repository and follow its README. Most MCP servers are added to your client's MCP config, then called by your agent.

Is inkwell-memory open source?

Yes — it is hosted on GitHub at https://github.com/veronchenko/inkwell-memory and has 2 stars.

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